Custom model training vs ready-to-use models
Modern hosted models such as GPT Image, Nano Banana and Flux follow reference images and style prompts closely. In SeamUI, a saved prompt with a reference image keeps outputs consistent across a whole project, with no training step, no dataset preparation and no waiting.
Scenario is built around training custom models from your own references, which is an investment in time and credits. Before taking that route, try reaching your style with a strong prompt and reference image: for most creative work, it is enough.
Workflow automation and batch generation
SeamUI keeps automation at the level a content team uses every day: parallel image batches of up to ten, saved prompts, project folders and CSV image batches on team plans. Nothing to design or deploy before the first campaign.
APIs, MCP and integrations
SeamUI connects directly to model providers such as Kie.ai, OpenAI and Google, so your team works in one interface while generation runs on your own accounts. Scenario is API-first and MCP-ready, which targets developers embedding generation into their own products.
SeamUI for creators and lean teams
SeamUI fits individuals, freelancers and small teams who want the multi-model approach without an infrastructure layer. Seats are included in the one-time team plans, projects keep clients and campaigns separate, and generation stays on your provider accounts.
SeamUI vs Scenario pricing
SeamUI is bought once and never resells generation credits: you pay your provider directly for the images and videos you generate. Scenario offers annual discounts on its plans. The totals below use the Starter monthly price.
| Dimension | SeamUI | Scenario |
|---|---|---|
| Pricing model | One-time lifetime licence, no subscription | Free tier, then recurring monthly plans with credit allowances. |
| Plans | Indie $99, Business $199, Scale $249, one-time | Starter $15/month, Pro $45/month, Max $75/month, Enterprise custom. |
| Generation costs | Billed directly by your provider at its own rate, no SeamUI markup | Consumes monthly credits: 1,500 on Starter, 5,000 on Pro, 10,000 on Max. |
| Plan cost over 12 months | $99 (Indie, paid once) | $180 (Scenario Starter) |
| Plan cost over 24 months | $99 (Indie, paid once) | $360 (Scenario Starter) |
| Plan cost over 36 months | $99 (Indie, paid once) | $540 (Scenario Starter) |
Plan costs at list prices, checked on September 14, 2026. Generation usage is excluded on both sides: SeamUI generation is billed by your provider, and Scenario usage depends on plan allowances.
Where SeamUI is better
- No AI infrastructure to design: pick a model and generate.
- Direct provider billing instead of monthly credit allowances.
- One-time workspace licence from $99 with seats included on team plans.
- Image and video production in one straightforward workspace.
Where Scenario focuses
- Custom model training on proprietary references.
- API-first infrastructure for developers and studios.
When is SeamUI the better choice?
For most creators and small teams, the answer is simple.
- You use leading hosted models rather than your own trained ones: SeamUI.
- You want predictable costs without monthly credit allowances: SeamUI.
- You need a shared workspace for a small team without enterprise overhead: SeamUI.
- You must train a model on proprietary IP for a game pipeline: Scenario.
How to get started with SeamUI
Start the 7-day trial without a card, connect one provider key, then open a project and run your first batch. These pages explain each piece in more detail: